{"id":"W3094662288","doi":"10.1017/ice.2020.804","title":"Healthcare-Associated Infection Decisions of Antibiotic-Resistant Organisms: A Data Quality Review","year":2020,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Antimicrobial Resistance in Staphylococcus","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Alberta Health Services","funders":"","keywords":"Infection control; Medicine; Methicillin-resistant Staphylococcus aureus; Health care; Acute care; Emergency medicine; Enterococcus; Antibiotics; Internal medicine; Staphylococcus aureus; Intensive care medicine; Microbiology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1926201,0.0009322934,0.005530369,0.02127806,0.001574609,0.005089177,0.005044663,0.00278413,0.00108056],"category_scores_gemma":[0.5370528,0.001732399,0.006198677,0.02676059,0.002715844,0.004087749,0.003964715,0.00257507,0.0002345865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01490645,"about_ca_system_score_gemma":0.04716004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05288666,"about_ca_topic_score_gemma":0.07222891,"domain_scores_codex":[0.6954914,0.1348615,0.09988016,0.01169736,0.05600832,0.002061335],"domain_scores_gemma":[0.1806668,0.5103742,0.1454124,0.02278956,0.1362182,0.004538825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"observational","study_design_scores_codex":[0.000877574,0.0001695932,0.1520374,0.4688696,0.01907065,0.0002593514,0.003342006,0.001325746,0.0002492156,0.003084831,0.02543969,0.3252745],"study_design_scores_gemma":[0.0004850082,0.0005522253,0.1675268,0.7156855,0.02113677,0.0006524816,0.003223122,0.00158287,0.0007978288,0.001569605,0.08649112,0.0002967097],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01654642,0.9565974,0.003894083,0.01038254,0.0006189299,0.001834757,0.007707417,0.00007385894,0.002344704],"genre_scores_gemma":[0.3656907,0.5905399,0.02037095,0.006600885,0.0007098176,0.005473434,0.01029401,0.0001047385,0.0002155362],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1926201,"threshold_uncertainty_score":0.9956431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.102659352746176,"score_gpt":0.3935318254001736,"score_spread":0.2908724726539975,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}